Carnot cycle Memes

Posts tagged with Carnot cycle

The Thermodynamic Hierarchy Of Language Models

The Thermodynamic Hierarchy Of Language Models
Someone finally found a practical use for thermodynamics diagrams! The meme compares ChatGPT (left) to DeepSeek (right) using engine cycle diagrams. ChatGPT gets the complex Otto cycle with all its labeled strokes and processes, while DeepSeek gets the simplified, cleaner Carnot cycle. Basically saying ChatGPT is overcomplicated while DeepSeek is elegant and efficient. The perfect metaphor for anyone who's ever spent 20 minutes getting ChatGPT to understand a simple prompt. Maximum work output with minimum explanatory heat loss—just like a good Carnot engine.

My Favorite Cycle Of Pain And Suffering

My Favorite Cycle Of Pain And Suffering
Every biochem and physics student knows that pain. Top image shows the Krebs cycle (aka citric acid cycle) with its maddening array of enzymes and intermediates that powers cellular respiration. Bottom shows the Carnot cycle, that thermodynamic nightmare with isothermal and adiabatic processes that engineering students memorize while crying into their coffee. The monkey's expression perfectly captures that moment when your professor says "this will definitely be on the exam" and your brain just shuts down. The "neuron activation" part is the brief moment of clarity before realizing you still don't understand either cycle. Fun fact: The Krebs cycle produces just 2 ATP molecules directly but sets up the electron transport chain to make about 34 more. That's efficiency that would make even a thermodynamics professor proud!